Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 5787 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 542.7 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 12 |
|---|
avg_recency_days is highly correlated with frequency | High correlation |
avg_basket_size is highly correlated with returned_revenue and 1 other fields | High correlation |
gross_revenue is highly correlated with orders and 1 other fields | High correlation |
returned_revenue is highly correlated with avg_basket_size and 1 other fields | High correlation |
orders is highly correlated with gross_revenue and 2 other fields | High correlation |
qt_products is highly correlated with orders | High correlation |
qt_items is highly correlated with gross_revenue and 1 other fields | High correlation |
frequency is highly correlated with avg_recency_days | High correlation |
average_ticket is highly correlated with avg_basket_size and 1 other fields | High correlation |
avg_recency_days is highly correlated with orders and 2 other fields | High correlation |
avg_basket_size is highly correlated with avg_unique_basket_size and 4 other fields | High correlation |
avg_unique_basket_size is highly correlated with avg_basket_size and 2 other fields | High correlation |
gross_revenue is highly correlated with avg_basket_size and 4 other fields | High correlation |
last_purchase is highly correlated with orders and 1 other fields | High correlation |
orders is highly correlated with avg_recency_days and 5 other fields | High correlation |
qt_products is highly correlated with avg_basket_size and 5 other fields | High correlation |
qt_items is highly correlated with avg_recency_days and 5 other fields | High correlation |
frequency is highly correlated with avg_recency_days and 2 other fields | High correlation |
average_ticket is highly correlated with avg_basket_size and 4 other fields | High correlation |
customer_id is highly correlated with avg_recency_days and 2 other fields | High correlation |
avg_recency_days is highly correlated with customer_id and 1 other fields | High correlation |
avg_basket_size is highly correlated with gross_revenue and 2 other fields | High correlation |
avg_unique_basket_size is highly correlated with returned_revenue and 1 other fields | High correlation |
gross_revenue is highly correlated with avg_basket_size and 3 other fields | High correlation |
returned_revenue is highly correlated with customer_id and 1 other fields | High correlation |
last_purchase is highly correlated with orders | High correlation |
orders is highly correlated with customer_id and 2 other fields | High correlation |
qt_products is highly correlated with avg_unique_basket_size and 2 other fields | High correlation |
qt_items is highly correlated with avg_basket_size and 3 other fields | High correlation |
frequency is highly correlated with avg_recency_days and 2 other fields | High correlation |
average_ticket is highly correlated with avg_basket_size and 1 other fields | High correlation |
avg_basket_size is highly correlated with qt_items and 3 other fields | High correlation |
qt_items is highly correlated with avg_basket_size and 4 other fields | High correlation |
gross_revenue is highly correlated with avg_basket_size and 4 other fields | High correlation |
orders is highly correlated with qt_items and 2 other fields | High correlation |
returned_revenue is highly correlated with avg_basket_size and 3 other fields | High correlation |
qt_products is highly correlated with qt_items and 2 other fields | High correlation |
average_ticket is highly correlated with avg_basket_size and 1 other fields | High correlation |
customer_id is highly correlated with last_purchase | High correlation |
last_purchase is highly correlated with customer_id | High correlation |
avg_basket_size is highly skewed (γ1 = 48.87915101) | Skewed |
gross_revenue is highly skewed (γ1 = 21.78638916) | Skewed |
returned_revenue is highly skewed (γ1 = 59.94180828) | Skewed |
qt_items is highly skewed (γ1 = 23.22477286) | Skewed |
average_ticket is highly skewed (γ1 = 28.00259794) | Skewed |
customer_id has unique values | Unique |
avg_recency_days has 3013 (52.1%) zeros | Zeros |
avg_basket_size has 91 (1.6%) zeros | Zeros |
avg_unique_basket_size has 91 (1.6%) zeros | Zeros |
gross_revenue has 91 (1.6%) zeros | Zeros |
returned_revenue has 4190 (72.4%) zeros | Zeros |
last_purchase has 129 (2.2%) zeros | Zeros |
orders has 91 (1.6%) zeros | Zeros |
qt_products has 91 (1.6%) zeros | Zeros |
qt_items has 91 (1.6%) zeros | Zeros |
frequency has 91 (1.6%) zeros | Zeros |
average_ticket has 91 (1.6%) zeros | Zeros |
Reproduction
| Analysis started | 2021-08-10 21:17:28.929123 |
|---|---|
| Analysis finished | 2021-08-10 21:18:04.781082 |
| Duration | 35.85 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 5787 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16640.72162 |
| Minimum | 12346 |
|---|---|
| Maximum | 22709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 12346 |
|---|---|
| 5-th percentile | 12702.3 |
| Q1 | 14306.5 |
| median | 16270 |
| Q3 | 18261.5 |
| 95-th percentile | 21774.7 |
| Maximum | 22709 |
| Range | 10363 |
| Interquartile range (IQR) | 3955 |
Descriptive statistics
| Standard deviation | 2825.014253 |
|---|---|
| Coefficient of variation (CV) | 0.1697651291 |
| Kurtosis | -0.8551246034 |
| Mean | 16640.72162 |
| Median Absolute Deviation (MAD) | 1978 |
| Skewness | 0.4234066713 |
| Sum | 96299856 |
| Variance | 7980705.53 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 15584 | 1 | < 0.1% |
| 21088 | 1 | < 0.1% |
| 21087 | 1 | < 0.1% |
| 21086 | 1 | < 0.1% |
| 15578 | 1 | < 0.1% |
| 12424 | 1 | < 0.1% |
| 21084 | 1 | < 0.1% |
| 17837 | 1 | < 0.1% |
| 21081 | 1 | < 0.1% |
| Other values (5777) | 5777 |
| Value | Count | Frequency (%) |
| 12346 | 1 | |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 |
| Value | Count | Frequency (%) |
| 22709 | 1 | |
| 22708 | 1 | |
| 22707 | 1 | |
| 22706 | 1 | |
| 22705 | 1 | |
| 22704 | 1 | |
| 22700 | 1 | |
| 22699 | 1 | |
| 22696 | 1 | |
| 22695 | 1 |
| Distinct | 1156 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.77016413 |
| Minimum | 0 |
|---|---|
| Maximum | 366 |
| Zeros | 3013 |
| Zeros (%) | 52.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 56.41666667 |
| 95-th percentile | 164 |
| Maximum | 366 |
| Range | 366 |
| Interquartile range (IQR) | 56.41666667 |
Descriptive statistics
| Standard deviation | 60.58422735 |
|---|---|
| Coefficient of variation (CV) | 1.604023407 |
| Kurtosis | 6.556761959 |
| Mean | 37.77016413 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.356093233 |
| Sum | 218575.9398 |
| Variance | 3670.448604 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3013 | |
| 70 | 21 | 0.4% |
| 46 | 18 | 0.3% |
| 55 | 17 | 0.3% |
| 49 | 16 | 0.3% |
| 31 | 16 | 0.3% |
| 91 | 16 | 0.3% |
| 21 | 15 | 0.3% |
| 35 | 15 | 0.3% |
| 42 | 15 | 0.3% |
| Other values (1146) | 2625 |
| Value | Count | Frequency (%) |
| 0 | 3013 | |
| 1 | 9 | 0.2% |
| 2 | 4 | 0.1% |
| 2.861538462 | 1 | < 0.1% |
| 3 | 6 | 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.351351351 | 1 | < 0.1% |
| 4 | 5 | 0.1% |
| 4.191011236 | 1 | < 0.1% |
| 4.275862069 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 364 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
avg_basket_size
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 2370 |
|---|---|
| Distinct (%) | 41.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 263.9606991 |
| Minimum | 0 |
|---|---|
| Maximum | 74215 |
| Zeros | 91 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 72 |
| median | 148 |
| Q3 | 288 |
| 95-th percentile | 731.7 |
| Maximum | 74215 |
| Range | 74215 |
| Interquartile range (IQR) | 216 |
Descriptive statistics
| Standard deviation | 1190.096034 |
|---|---|
| Coefficient of variation (CV) | 4.508610708 |
| Kurtosis | 2809.373976 |
| Mean | 263.9606991 |
| Median Absolute Deviation (MAD) | 97 |
| Skewness | 48.87915101 |
| Sum | 1527540.566 |
| Variance | 1416328.571 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 115 | 2.0% |
| 0 | 91 | 1.6% |
| 2 | 72 | 1.2% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.8% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 26 | 0.4% |
| 72 | 22 | 0.4% |
| 100 | 22 | 0.4% |
| Other values (2360) | 5275 |
| Value | Count | Frequency (%) |
| 0 | 91 | |
| 1 | 115 | |
| 2 | 72 | |
| 3 | 51 | |
| 3.333333333 | 1 | < 0.1% |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 5.333333333 | 1 | < 0.1% |
| 5.666666667 | 1 | < 0.1% |
| 6 | 29 | 0.5% |
| Value | Count | Frequency (%) |
| 74215 | 1 | |
| 40498.5 | 1 | |
| 14149 | 1 | |
| 13956 | 1 | |
| 7824 | 1 | |
| 6009.333333 | 1 | |
| 5963 | 1 | |
| 5197 | 1 | |
| 4300 | 1 | |
| 4282 | 1 |
| Distinct | 1172 |
|---|---|
| Distinct (%) | 20.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.66374376 |
| Minimum | 0 |
|---|---|
| Maximum | 1109 |
| Zeros | 91 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 15 |
| Q3 | 30.46428571 |
| 95-th percentile | 171.7 |
| Maximum | 1109 |
| Range | 1109 |
| Interquartile range (IQR) | 23.46428571 |
Descriptive statistics
| Standard deviation | 76.4113062 |
|---|---|
| Coefficient of variation (CV) | 2.084110851 |
| Kurtosis | 33.35657014 |
| Mean | 36.66374376 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 5.107288829 |
| Sum | 212173.0851 |
| Variance | 5838.687716 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 278 | 4.8% |
| 2 | 161 | 2.8% |
| 3 | 115 | 2.0% |
| 9 | 105 | 1.8% |
| 10 | 105 | 1.8% |
| 8 | 103 | 1.8% |
| 6 | 101 | 1.7% |
| 5 | 101 | 1.7% |
| 7 | 101 | 1.7% |
| 13 | 97 | 1.7% |
| Other values (1162) | 4520 |
| Value | Count | Frequency (%) |
| 0 | 91 | |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 7 | 0.1% |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | 0.2% |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1109 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 703 | 1 | |
| 686 | 1 | |
| 675 | 1 | |
| 673 | 1 | |
| 660 | 1 | |
| 649 | 1 |
gross_revenue
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 5435 |
|---|---|
| Distinct (%) | 93.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1775.208372 |
| Minimum | 0 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 91 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.95 |
| Q1 | 221.125 |
| median | 599.36 |
| Q3 | 1551.68 |
| 95-th percentile | 5230.976 |
| Maximum | 279138.02 |
| Range | 279138.02 |
| Interquartile range (IQR) | 1330.555 |
Descriptive statistics
| Standard deviation | 7837.600213 |
|---|---|
| Coefficient of variation (CV) | 4.415031123 |
| Kurtosis | 617.32801 |
| Mean | 1775.208372 |
| Median Absolute Deviation (MAD) | 480.56 |
| Skewness | 21.78638916 |
| Sum | 10273130.85 |
| Variance | 61427977.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 91 | 1.6% |
| 7.95 | 9 | 0.2% |
| 4.95 | 8 | 0.1% |
| 2.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 3.75 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 5.95 | 6 | 0.1% |
| 7.5 | 6 | 0.1% |
| Other values (5425) | 5630 |
| Value | Count | Frequency (%) |
| 0 | 91 | |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | 0.1% |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | 0.1% |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 77183.6 | 1 | |
| 72882.09 | 1 |
| Distinct | 1122 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.00230171 |
| Minimum | 0 |
|---|---|
| Maximum | 168469.6 |
| Zeros | 4190 |
| Zeros (%) | 72.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 5.305 |
| 95-th percentile | 119.473 |
| Maximum | 168469.6 |
| Range | 168469.6 |
| Interquartile range (IQR) | 5.305 |
Descriptive statistics
| Standard deviation | 2473.930809 |
|---|---|
| Coefficient of variation (CV) | 29.45075026 |
| Kurtosis | 3874.877918 |
| Mean | 84.00230171 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 59.94180828 |
| Sum | 486121.32 |
| Variance | 6120333.647 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4190 | |
| 12.75 | 21 | 0.4% |
| 4.95 | 20 | 0.3% |
| 15 | 19 | 0.3% |
| 9.95 | 17 | 0.3% |
| 5.9 | 13 | 0.2% |
| 25.5 | 11 | 0.2% |
| 3.75 | 10 | 0.2% |
| 4.25 | 10 | 0.2% |
| 19.8 | 10 | 0.2% |
| Other values (1112) | 1466 | 25.3% |
| Value | Count | Frequency (%) |
| 0 | 4190 | |
| 0.42 | 2 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.95 | 1 | < 0.1% |
| 1.25 | 6 | 0.1% |
| 1.45 | 4 | 0.1% |
| 1.64 | 1 | < 0.1% |
| 1.65 | 5 | 0.1% |
| 1.7 | 2 | < 0.1% |
| 1.79 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 168469.6 | 1 | |
| 77183.6 | 1 | |
| 22998.4 | 1 | |
| 14688.24 | 1 | |
| 8511.15 | 1 | |
| 7443.59 | 1 | |
| 5228.4 | 1 | |
| 4815.26 | 1 | |
| 4814.74 | 1 | |
| 4486.24 | 1 |
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.0687748 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 129 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 21 |
| median | 68 |
| Q3 | 198 |
| 95-th percentile | 337 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 177 |
Descriptive statistics
| Standard deviation | 111.7168247 |
|---|---|
| Coefficient of variation (CV) | 0.9708700282 |
| Kurtosis | -0.6131776373 |
| Mean | 115.0687748 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 0.8315491535 |
| Sum | 665903 |
| Variance | 12480.64892 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 129 | 2.2% |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 92 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 78 | 1.3% |
| Other values (294) | 4849 |
| Value | Count | Frequency (%) |
| 0 | 129 | |
| 1 | 110 | |
| 2 | 92 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 23 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.416450665 |
| Minimum | 0 |
|---|---|
| Maximum | 206 |
| Zeros | 91 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 206 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.772720769 |
|---|---|
| Coefficient of variation (CV) | 1.982385063 |
| Kurtosis | 304.9238656 |
| Mean | 3.416450665 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 13.23985225 |
| Sum | 19771 |
| Variance | 45.86974661 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2871 | |
| 2 | 826 | 14.3% |
| 3 | 503 | 8.7% |
| 4 | 394 | 6.8% |
| 5 | 237 | 4.1% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 0 | 91 | 1.6% |
| 9 | 69 | 1.2% |
| Other values (47) | 387 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 91 | 1.6% |
| 1 | 2871 | |
| 2 | 826 | 14.3% |
| 3 | 503 | 8.7% |
| 4 | 394 | 6.8% |
| 5 | 237 | 4.1% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
qt_products
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 530 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.13789528 |
| Minimum | 0 |
|---|---|
| Maximum | 7838 |
| Zeros | 91 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 13 |
| median | 39 |
| Q3 | 104 |
| 95-th percentile | 330.7 |
| Maximum | 7838 |
| Range | 7838 |
| Interquartile range (IQR) | 91 |
Descriptive statistics
| Standard deviation | 209.218436 |
|---|---|
| Coefficient of variation (CV) | 2.295625056 |
| Kurtosis | 515.8908895 |
| Mean | 91.13789528 |
| Median Absolute Deviation (MAD) | 32 |
| Skewness | 17.83370582 |
| Sum | 527415 |
| Variance | 43772.35395 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 256 | 4.4% |
| 2 | 149 | 2.6% |
| 3 | 109 | 1.9% |
| 10 | 101 | 1.7% |
| 6 | 99 | 1.7% |
| 9 | 92 | 1.6% |
| 5 | 91 | 1.6% |
| 0 | 91 | 1.6% |
| 4 | 87 | 1.5% |
| 7 | 83 | 1.4% |
| Other values (520) | 4629 |
| Value | Count | Frequency (%) |
| 0 | 91 | 1.6% |
| 1 | 256 | |
| 2 | 149 | |
| 3 | 109 | |
| 4 | 87 | 1.5% |
| 5 | 91 | 1.6% |
| 6 | 99 | 1.7% |
| 7 | 83 | 1.4% |
| 8 | 81 | 1.4% |
| 9 | 92 | 1.6% |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
qt_items
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 1842 |
|---|---|
| Distinct (%) | 31.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 963.0902022 |
| Minimum | 0 |
|---|---|
| Maximum | 196844 |
| Zeros | 91 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 100 |
| median | 308 |
| Q3 | 797 |
| 95-th percentile | 2897.5 |
| Maximum | 196844 |
| Range | 196844 |
| Interquartile range (IQR) | 697 |
Descriptive statistics
| Standard deviation | 4395.384863 |
|---|---|
| Coefficient of variation (CV) | 4.563835094 |
| Kurtosis | 797.1697164 |
| Mean | 963.0902022 |
| Median Absolute Deviation (MAD) | 252 |
| Skewness | 23.22477286 |
| Sum | 5573403 |
| Variance | 19319408.09 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 114 | 2.0% |
| 0 | 91 | 1.6% |
| 2 | 73 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.8% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 25 | 0.4% |
| 88 | 22 | 0.4% |
| 72 | 21 | 0.4% |
| Other values (1832) | 5277 |
| Value | Count | Frequency (%) |
| 0 | 91 | |
| 1 | 114 | |
| 2 | 73 | |
| 3 | 51 | |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 7 | 20 | 0.3% |
| 8 | 18 | 0.3% |
| 9 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80997 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 74215 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 |
| Distinct | 1227 |
|---|---|
| Distinct (%) | 21.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.53859758 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 91 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.00978156735 |
| Q1 | 0.02380952381 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 0.9761904762 |
Descriptive statistics
| Standard deviation | 0.5501400023 |
|---|---|
| Coefficient of variation (CV) | 1.021430513 |
| Kurtosis | 137.3129067 |
| Mean | 0.53859758 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 4.81623109 |
| Sum | 3116.864195 |
| Variance | 0.3026540221 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2879 | |
| 0 | 91 | 1.6% |
| 2 | 47 | 0.8% |
| 0.0625 | 18 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.03448275862 | 14 | 0.2% |
| 0.02941176471 | 14 | 0.2% |
| Other values (1217) | 2661 |
| Value | Count | Frequency (%) |
| 0 | 91 | |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | < 0.1% |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | < 0.1% |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | 0.1% |
| 2 | 47 | 0.8% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2879 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
average_ticket
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 5448 |
|---|---|
| Distinct (%) | 94.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 572.8375319 |
| Minimum | 0 |
|---|---|
| Maximum | 84236.25 |
| Zeros | 91 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 45.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.95 |
| Q1 | 154.0867045 |
| median | 291.2078571 |
| Q3 | 480.6578571 |
| 95-th percentile | 1830.412 |
| Maximum | 84236.25 |
| Range | 84236.25 |
| Interquartile range (IQR) | 326.5711526 |
Descriptive statistics
| Standard deviation | 2025.824087 |
|---|---|
| Coefficient of variation (CV) | 3.536472339 |
| Kurtosis | 1001.662008 |
| Mean | 572.8375319 |
| Median Absolute Deviation (MAD) | 152.6828571 |
| Skewness | 28.00259794 |
| Sum | 3315010.797 |
| Variance | 4103963.23 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 91 | 1.6% |
| 7.95 | 9 | 0.2% |
| 2.95 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 3.75 | 7 | 0.1% |
| 4.25 | 6 | 0.1% |
| 7.5 | 6 | 0.1% |
| Other values (5438) | 5630 |
| Value | Count | Frequency (%) |
| 0 | 91 | |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | 0.1% |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | 0.1% |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 84236.25 | 1 | |
| 77183.6 | 1 | |
| 52940.94 | 1 | |
| 50653.91 | 1 | |
| 21389.6 | 1 | |
| 18745.86 | 1 | |
| 14855.53 | 1 | |
| 14844.76667 | 1 | |
| 13305.5 | 1 | |
| 12681.58 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| customer_id | avg_recency_days | avg_basket_size | avg_unique_basket_size | gross_revenue | returned_revenue | last_purchase | orders | qt_products | qt_items | frequency | average_ticket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 1.000000 | 50.970588 | 0.617647 | 5391.21 | 102.58 | 372.0 | 34.0 | 297.0 | 1733.0 | 17.000000 | 158.565000 |
| 1 | 13047 | 52.833333 | 154.444444 | 11.666667 | 3232.59 | 143.49 | 56.0 | 9.0 | 171.0 | 1390.0 | 0.028302 | 359.176667 |
| 2 | 12583 | 26.500000 | 335.200000 | 7.600000 | 6705.38 | 76.04 | 2.0 | 15.0 | 232.0 | 5028.0 | 0.040323 | 447.025333 |
| 3 | 13748 | 92.666667 | 87.800000 | 4.800000 | 948.25 | 0.00 | 95.0 | 5.0 | 28.0 | 439.0 | 0.017921 | 189.650000 |
| 4 | 15100 | 20.000000 | 26.666667 | 0.333333 | 876.00 | 240.90 | 333.0 | 3.0 | 3.0 | 80.0 | 0.073171 | 292.000000 |
| 5 | 15291 | 26.769231 | 150.142857 | 4.357143 | 4623.30 | 71.79 | 25.0 | 14.0 | 102.0 | 2102.0 | 0.040115 | 330.235714 |
| 6 | 14688 | 19.263158 | 172.428571 | 7.047619 | 5630.87 | 523.49 | 7.0 | 21.0 | 327.0 | 3621.0 | 0.057221 | 268.136667 |
| 7 | 17809 | 39.666667 | 171.416667 | 3.833333 | 5411.91 | 67.06 | 16.0 | 12.0 | 61.0 | 2057.0 | 0.033520 | 450.992500 |
| 8 | 15311 | 4.191011 | 419.714286 | 6.230769 | 60767.90 | 1348.56 | 0.0 | 91.0 | 2379.0 | 38194.0 | 0.243316 | 667.779121 |
| 9 | 16098 | 47.666667 | 87.571429 | 4.857143 | 2005.63 | 0.00 | 87.0 | 7.0 | 67.0 | 613.0 | 0.024390 | 286.518571 |
Last rows
| customer_id | avg_recency_days | avg_basket_size | avg_unique_basket_size | gross_revenue | returned_revenue | last_purchase | orders | qt_products | qt_items | frequency | average_ticket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5777 | 22700 | 0.0 | 1074.0 | 55.0 | 4839.42 | 0.0 | 1.0 | 1.0 | 62.0 | 1074.0 | 1.0 | 4839.42 |
| 5778 | 13298 | 0.0 | 96.0 | 2.0 | 360.00 | 0.0 | 1.0 | 1.0 | 2.0 | 96.0 | 1.0 | 360.00 |
| 5779 | 14569 | 0.0 | 79.0 | 10.0 | 227.39 | 0.0 | 1.0 | 1.0 | 12.0 | 79.0 | 1.0 | 227.39 |
| 5780 | 22704 | 0.0 | 14.0 | 7.0 | 17.90 | 0.0 | 1.0 | 1.0 | 7.0 | 14.0 | 1.0 | 17.90 |
| 5781 | 22705 | 0.0 | 2.0 | 2.0 | 3.35 | 0.0 | 1.0 | 1.0 | 2.0 | 2.0 | 1.0 | 3.35 |
| 5782 | 22706 | 0.0 | 1747.0 | 634.0 | 5699.00 | 0.0 | 1.0 | 1.0 | 634.0 | 1747.0 | 1.0 | 5699.00 |
| 5783 | 22707 | 0.0 | 2010.0 | 730.0 | 6756.06 | 0.0 | 0.0 | 1.0 | 730.0 | 2010.0 | 1.0 | 6756.06 |
| 5784 | 22708 | 0.0 | 654.0 | 56.0 | 3217.20 | 0.0 | 0.0 | 1.0 | 59.0 | 654.0 | 1.0 | 3217.20 |
| 5785 | 22709 | 0.0 | 731.0 | 217.0 | 3950.72 | 0.0 | 0.0 | 1.0 | 217.0 | 731.0 | 1.0 | 3950.72 |
| 5786 | 12713 | 0.0 | 505.0 | 37.0 | 794.55 | 0.0 | 0.0 | 1.0 | 37.0 | 505.0 | 1.0 | 794.55 |